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Centrality and Diversity in Search

Roles in A.I., Machine Learning, Social Networks, and Pattern Recognition

Anirban Biswas, M.N. Murty

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Springer International Publishing img Link Publisher

Naturwissenschaften, Medizin, Informatik, Technik / Informatik

Beschreibung

The concepts of centrality and diversity are highly important in search algorithms, and play central roles in applications of artificial intelligence (AI), machine learning (ML), social networks, and pattern recognition. This work examines the significance of centrality and diversity in representation, regression, ranking, clustering, optimization, and classification.

The text is designed to be accessible to a broad readership. Requiring only a basic background in undergraduate-level mathematics, the work is suitable for senior undergraduate and graduate students, as well as researchers working in machine learning, data mining, social networks, and pattern recognition.

 

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Schlagwörter

Artificial Intelligence, Deep Learning, Machine Learning, Pattern Recognition, Optimization, Centrality, Diversity, Search, Social Networks, Representation